Following up last year’s surprisingly popular "10 things you likely didn’t know about Darkroom" and your many requests for more tips, we put together a second edition that focuses on workflows in Darkroom. Click through to read it all right here in this thread.

1/10 Copy & Paste your Edits in Batch. Skip the hassles of re-applying each edit over and over again by copying your edits from the tap-and-hold library menu, History tool, or the Actions (•••) menu. Go to your other photos, and paste your edits onto them.
2/10 The joy of seeing your wonderful shot in motion is why we love Live Photos so much, and why we fully support editing and exporting them! While editing, Tap the “LIVE” button at the left top when viewing a Live Photo for playback.
3/10 Turn your iPhone to landscape for an iPad like editing experience, bringing some iPad exclusive functionality to iPhone. In the library grid we show the Library Sidebar, when viewing or editing we show the Photo Strip, and in the color tool we show our Color Histogram.
4/10 Manage while editing with the Photostrip. With the photo strip available on all devices in landscape orientation, you can skip & hop through your library while editing, or quickly compare multiple photos to find the one with the perfect expression or the perfect light.
5/10 Sliders are great to make a broad stroke adjustment. But sliding with your finger and letting go at the right time can be pretty tricky. That’s why, on any slider or curves track, you can tap on the slider track adjacent to the knob to have the value change with steps of 1.
6/10 Rotate from Library, available through our library context menu which you can access by tap-and-holding a photo in the library, or our Batch actions you can quickly rotate photos without having to go through the more lengthy process of doing this in our Transform tool.
7/10 Instagram & Snapchat Stories have a 9:16 aspect ratio, but your photos don’t. We have a tool called Frames to make sharing to Stories even easier, it even has smart colors. But we also have a quick option in Export for you to inset your photo(s) on a story-sized frame.
8/10 Backup & Restore your Filters to safe keep your own carefully created filter creations, this also enables you to have your filters available on your other devices (iPad or Mac) as long as you use the same App Store account!
9/10 When you export a photo using the “Modify Original” option we not only save a new image nondestructively with the original, but also save your edits! When iCloud Photo Library syncs your images, we can recreate those edit on your other devices. Ta-da!
10/10 Last but not least, filter strength. When you select a filter, you can tap on the the big 3 dots ••• that then shows the filter actions. This is where you can adjust the strength of a filter using the strength slider.
For easy reference, and a bit more detail, head to our extended post: https://t.co/0wyvWvD6Wo

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THREAD: How is it possible to train a well-performing, advanced Computer Vision model 𝗼𝗻 𝘁𝗵𝗲 𝗖𝗣𝗨? 🤔

At the heart of this lies the most important technique in modern deep learning - transfer learning.

Let's analyze how it


2/ For starters, let's look at what a neural network (NN for short) does.

An NN is like a stack of pancakes, with computation flowing up when we make predictions.

How does it all work?


3/ We show an image to our model.

An image is a collection of pixels. Each pixel is just a bunch of numbers describing its color.

Here is what it might look like for a black and white image


4/ The picture goes into the layer at the bottom.

Each layer performs computation on the image, transforming it and passing it upwards.


5/ By the time the image reaches the uppermost layer, it has been transformed to the point that it now consists of two numbers only.

The outputs of a layer are called activations, and the outputs of the last layer have a special meaning... they are the predictions!

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